I found the answer myself, searching for "Terminal" in the Application Dash didn't get me anything, but searching for Clock showed me the core apps there. Clicking on the "Terminal" I could install it (after going back to System and adding my Ubuntu One account).

I thought "core" applications would be in the system by default but only the "system" apps are there after a clean install.

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